上一篇博文中說到Prometheus有四種指標類型:Counter(計數器)、Gauge(儀表盤)、Histogram(直方圖)、Summary(摘要),並且我們做了一個Counter的Demo,接下來看看Histogram。
Summary:摘要
summary是採集展示百分位數,百分位定義:在一組由小到大的數字中,某個數字大於90%的數字,這個數字就是第90個的百分位數。
通過demo的來理解一下吧,假如我們業務需求是要知道訂單金額10,30,50,70,90的百分位數,該怎麼實現呢?
需要在MetricsHub.cs中添加Summary類型的指標收集集合:
using Prometheus;
using System.Collections.Generic;
namespace PrometheusSample.Middlewares
{
public class MetricsHub
{
private static Dictionary<string, Counter> _counterDictionary = new Dictionary<string, Counter>();
private static Dictionary<string, Dictionary<string, Gauge>> _gaugeDictionary = new Dictionary<string, Dictionary<string, Gauge>>();
private static Dictionary<string, Summary> _summaryDictionary = new Dictionary<string, Summary>();
private static Dictionary<string, Histogram> _histogramDictionary = new Dictionary<string, Histogram>();
public Counter GetCounter(string key)
{
if (_counterDictionary.ContainsKey(key))
{
return _counterDictionary[key];
}
else
{
return null;
}
}
public Dictionary<string, Gauge> GetGauge(string key)
{
if (_gaugeDictionary.ContainsKey(key))
{
return _gaugeDictionary[key];
}
else
{
return null;
}
}
public Summary GetSummary(string key)
{
if (_summaryDictionary.ContainsKey(key))
{
return _summaryDictionary[key];
}
else { return null; }
}
public Histogram GetHistogram(string key)
{
if (_histogramDictionary.ContainsKey(key))
{
return _histogramDictionary[key];
}
else { return null; }
}
public void AddCounter(string key, Counter counter) { _counterDictionary.Add(key, counter); }
public void AddGauge(string key, Dictionary<string, Gauge> gauges) { _gaugeDictionary.Add(key, gauges); }
public void AddSummary(string key, Summary summary) { _summaryDictionary.Add(key, summary); }
public void AddHistogram(string key, Histogram histogram) { _histogramDictionary.Add(key, histogram); }
}
}
接下來就要在BusinessMetricsMiddleware的中間件中添加處理Summary指標的代碼了:
using Microsoft.AspNetCore.Http;
using PrometheusSample.Models;
using System.IO;
using System.Threading.Tasks;
namespace PrometheusSample.Middlewares
{
/// <summary>
/// 請求記錄中間件
/// </summary>
public class BusinessMetricsMiddleware
{
private readonly RequestDelegate _next; public BusinessMetricsMiddleware(RequestDelegate next) { _next = next; }
public async Task InvokeAsync(HttpContext context, MetricsHub metricsHub)
{
var originalBody = context.Response.Body; try
{
using (var memStream = new MemoryStream())
{
//從管理返回的Response中取出返回數據,根據返回值進行監控指標計數
context.Response.Body = memStream;
await _next(context);
memStream.Position = 0;
string responseBody = new StreamReader(memStream).ReadToEnd();
memStream.Position = 0;
await memStream.CopyToAsync(originalBody);
if (metricsHub.GetCounter(context.Request.Path) != null || metricsHub.GetGauge(context.Request.Path) != null)
{
//這裏約定所有action返回值是一個APIResult類型
var result = System.Text.Json.JsonSerializer.Deserialize<APIResult>(responseBody, new System.Text.Json.JsonSerializerOptions { PropertyNameCaseInsensitive = true });
if (result != null && result.Result)
{
//獲取到Counter
var counter = metricsHub.GetCounter(context.Request.Path);
if (counter != null)
{
//計數
counter.Inc();
}
var gauges = metricsHub.GetGauge(context.Request.Path); if (gauges != null)
{
//存在增加指標+就Inc
if (gauges.ContainsKey("+")) { gauges["+"].Inc(); }
//存在減少指標-就Dec
if (gauges.ContainsKey("-")) { gauges["-"].Dec(); }
}
var histogram = metricsHub.GetHistogram(context.Request.Path); if (histogram != null)
{
var parseResult = int.TryParse(result.Data.ToString(), out int i);
if (parseResult)
{
histogram.Observe(i);
}
}
var summary = metricsHub.GetSummary(context.Request.Path);
if (summary != null)
{
var parseResult = int.TryParse(result.Data.ToString(), out int i);
if (parseResult)
{
summary.Observe(i);
}
}
}
}
}
}
finally
{
context.Response.Body = originalBody;
}
}
}
}
再就是在Starsup中配置對應url的Summary參數了:
using Microsoft.AspNetCore.Builder;
using Microsoft.AspNetCore.Hosting;
using Microsoft.Extensions.Configuration;
using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Hosting;
using Microsoft.OpenApi.Models;
using Prometheus;
using PrometheusSample.Middlewares;
using PrometheusSample.Services;
using System.Collections.Generic;
namespace PrometheusSample
{
public class Startup
{
public Startup(IConfiguration configuration) { Configuration = configuration; }
public IConfiguration Configuration { get; }
public void ConfigureServices(IServiceCollection services)
{
MetricsHandle(services);
services.AddScoped<IOrderService, OrderService>();
services.AddControllers(); services.AddSwaggerGen(c =>
{
c.SwaggerDoc("v1", new OpenApiInfo { Title = "PrometheusSample", Version = "v1" });
});
}
public void Configure(IApplicationBuilder app, IWebHostEnvironment env)
{
if (env.IsDevelopment())
{
app.UseDeveloperExceptionPage();
app.UseSwagger();
app.UseSwaggerUI(c => c.SwaggerEndpoint("/swagger/v1/swagger.json", "PrometheusSample v1"));
}
app.UseRouting();
//http請求的中間件
app.UseHttpMetrics();
app.UseAuthorization();
//自定義業務跟蹤
app.UseBusinessMetrics();
app.UseEndpoints(endpoints =>
{
//映射監控地址爲 /metrics
endpoints.MapMetrics();
endpoints.MapControllers();
});
}
/// <summary>
/// 處理監控事項
/// </summary>
/// <param name="services"></param>
void MetricsHandle(IServiceCollection services)
{
var metricsHub = new MetricsHub();
//counter
metricsHub.AddCounter("/register", Metrics.CreateCounter("business_register_user", "註冊用戶數。"));
metricsHub.AddCounter("/order", Metrics.CreateCounter("business_order_total", "下單總數。"));
metricsHub.AddCounter("/pay", Metrics.CreateCounter("business_pay_total", "支付總數。"));
metricsHub.AddCounter("/ship", Metrics.CreateCounter("business_ship_total", "發貨總數。"));
//gauge
var orderGauge = Metrics.CreateGauge("business_order_count", "當前下單數量。");
var payGauge = Metrics.CreateGauge("business_pay_count", "當前支付數量。");
var shipGauge = Metrics.CreateGauge("business_ship_count", "當前發貨數據。");
metricsHub.AddGauge("/order", new Dictionary<string, Gauge>
{
{ "+", orderGauge }
});
metricsHub.AddGauge("/pay", new Dictionary<string, Gauge>
{
{ "-", orderGauge },
{ "+", payGauge }
});
metricsHub.AddGauge("/ship", new Dictionary<string, Gauge> {
{ "+", shipGauge },
{ "-", payGauge }
});
//histogram
var orderHistogram = Metrics.CreateHistogram("business_order_histogram", "訂單直方圖。", new HistogramConfiguration
{
Buckets = Histogram.LinearBuckets(start: 1000, width: 1000, count: 6)
});
metricsHub.AddHistogram("/order", orderHistogram);
//summary
var orderSummary = Metrics.CreateSummary("business_order_summary", "10分鐘內的訂單數量", new SummaryConfiguration
{
Objectives = new[]
{
new QuantileEpsilonPair(0.1, 0.05),
new QuantileEpsilonPair(0.3, 0.05),
new QuantileEpsilonPair(0.5, 0.05),
new QuantileEpsilonPair(0.7, 0.05),
new QuantileEpsilonPair(0.9, 0.05),
}
});
metricsHub.AddSummary("/order", orderSummary);
services.AddSingleton(metricsHub);
}
}
}
其實 new QuantileEpsilonPair(0.1, 0.05) 第一個參數是百分位,0.05是誤差,範圍是10%-5%,10%+5%。
最後一步,就是打開Grafana來配置展示圖表了。
最終展示結果:
同時事例中給出了最大、最少、平均、彙總、當前值以供參考。